supervised fine-tuning

Learning to Summarize from LLM-generated Feedback NAACL 2025 Learning to Translate Ambiguous Terminology by Preference Optimization on Post-Edits EMNLP 2025 Leveraging Large Language Models for Active Merchant Non-player Characters IJCAI 2025 Leveraging What’s Overfixed: Post-Correction via LLM Grammatical Error Overcorrection EMNLP 2025 Light-R1: Curriculum SFT, DPO and RL for Long COT from Scratch and Beyond ACL 2025 Little Giants: Synthesizing High-Quality Embedding Data at Scale NAACL 2025 LiveCC: Learning Video LLM with Streaming Speech Transcription at Scale CVPR 2025 LLM-based Rumor Detection via Influence Guided Sample Selection and Game-based Perspective Analysis ACL 2025 LLMs Can Achieve High-quality Simultaneous Machine Translation as Efficiently as Offline ACL 2025 Logits-Based Finetuning EMNLP 2025 LoGU: Long-form Generation with Uncertainty Expressions ACL 2025 LongCite: Enabling LLMs to Generate Fine-grained Citations in Long-Context QA ACL 2025 LongReward: Improving Long-context Large Language Models with AI Feedback ACL 2025 LongWriter: Unleashing 10,000+ Word Generation from Long Context LLMs ICLR 2025 LoRA-PAR: A Flexible Dual-System LoRA Partitioning Approach to Efficient LLM Fine-Tuning EMNLP 2025 Lost in Literalism: How Supervised Training Shapes Translationese in LLMs ACL 2025 LSDC: An Efficient and Effective Large-Scale Data Compression Method for Supervised Fine-tuning of Large Language Models NAACL 2025 LTG at SemEval-2025 Task 10: Optimizing Context for Classification of Narrative Roles SemEval 2025 Magnet: Multi-turn Tool-use Data Synthesis and Distillation via Graph Translation ACL 2025 Magpie: Alignment Data Synthesis from Scratch by Prompting Aligned LLMs with Nothing ICLR 2025 Marco Large Translation Model at WMT2025: Transforming Translation Capability in LLMs via Quality-Aware Training and Decoding EMNLP 2025 Marco-o1 v2: Towards Widening The Distillation Bottleneck for Reasoning Models ACL 2025 Massive Supervised Fine-tuning Experiments Reveal How Data, Layer, and Training Factors Shape LLM Alignment Quality EMNLP 2025 MIA-Bench: Towards Better Instruction Following Evaluation of Multimodal LLMs ICLR 2025 Mis-prompt: Benchmarking Large Language Models for Proactive Error Handling ACL 2025